Profiling Report

Dataset statistics

Number of variables	19
Number of observations	1047571
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	159.8 MiB
Average record size in memory	160.0 B

Variable types

Numeric	17
Categorical	1
Text	1

Alerts

`Heater Signal` is highly imbalanced (60.2%)	Imbalance
`Velocity [km/h]` has 126139 (12.0%) zeros	Zeros
`Throttle [%]` has 201260 (19.2%) zeros	Zeros
`Motor Torque [Nm]` has 135660 (12.9%) zeros	Zeros
`Longitudinal Acceleration [m/s^2]` has 11675 (1.1%) zeros	Zeros
`Regenerative Braking Signal` has 991325 (94.6%) zeros	Zeros
`Heating Power CAN [kW]` has 388157 (37.1%) zeros	Zeros
`Requested Heating Power [W]` has 377526 (36.0%) zeros	Zeros
`AirCon Power [kW]` has 726000 (69.3%) zeros	Zeros

Reproduction

Analysis started	2023-08-15 19:28:12.793209
Analysis finished	2023-08-16 20:48:18.192693
Duration	1 day, 1 hour and 20 minutes
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

Time [s]
Real number (ℝ)

Distinct	38220
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	961.58536

Minimum	0
Maximum	3821.9
Zeros	68
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	75.9
Q1	381.2
median	792.6
Q3	1339.5
95-th percentile	2589.8
Maximum	3821.9
Range	3821.9
Interquartile range (IQR)	958.3

Descriptive statistics

Standard deviation	753.51539
Coefficient of variation (CV)	0.78361779
Kurtosis	0.89956661
Mean	961.58536
Median Absolute Deviation (MAD)	461.9
Skewness	1.1112574
Sum	1.0073289 × 10⁹
Variance	567785.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
236.1	69	< 0.1%
194.8	69	< 0.1%
195	69	< 0.1%
195.1	69	< 0.1%
195.2	69	< 0.1%
195.3	69	< 0.1%
195.4	69	< 0.1%
195.5	69	< 0.1%
195.6	69	< 0.1%
195.7	69	< 0.1%
Other values (38210)	1046881	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	68	< 0.1%
0.1	69	< 0.1%
0.2	69	< 0.1%
0.3	69	< 0.1%
0.4	69	< 0.1%
0.5	69	< 0.1%
0.6	69	< 0.1%
0.7	69	< 0.1%
0.8	69	< 0.1%
0.9	69	< 0.1%

Value	Count	Frequency (%)
3821.9	1	< 0.1%
3821.8	1	< 0.1%
3821.7	1	< 0.1%
3821.6	1	< 0.1%
3821.5	1	< 0.1%
3821.4	1	< 0.1%
3821.3	1	< 0.1%
3821.2	1	< 0.1%
3821.1	1	< 0.1%
3821	1	< 0.1%

Velocity [km/h]
Real number (ℝ)

ZEROS

Distinct	128024
Distinct (%)	12.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.557424

Minimum	0
Maximum	152.26
Zeros	126139
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	16.18
median	41.55
Q3	68.92
95-th percentile	114.49
Maximum	152.26
Range	152.26
Interquartile range (IQR)	52.74

Descriptive statistics

Standard deviation	35.361884
Coefficient of variation (CV)	0.77620464
Kurtosis	-0.45716596
Mean	45.557424
Median Absolute Deviation (MAD)	26.31
Skewness	0.54808819
Sum	47724636
Variance	1250.4628
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	126139	12.0%
0.08	1111	0.1%
0.09	929	0.1%
0.13	630	0.1%
0.11	629	0.1%
0.16	486	< 0.1%
0.5	473	< 0.1%
0.14	467	< 0.1%
1.16	412	< 0.1%
0.19	380	< 0.1%
Other values (128014)	915915	87.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126139	12.0%
0.00049	1	< 0.1%
0.0005	1	< 0.1%
0.00058	1	< 0.1%
0.00059	1	< 0.1%
0.00063	1	< 0.1%
0.0008	1	< 0.1%
0.001	1	< 0.1%
0.0019	1	< 0.1%
0.00216	1	< 0.1%

Value	Count	Frequency (%)
152.26	1	< 0.1%
152.25	2	< 0.1%
152.23	6	< 0.1%
152.22	1	< 0.1%
152.21	1	< 0.1%
152.19	2	< 0.1%
152.18	1	< 0.1%
152.17	5	< 0.1%
152.16	3	< 0.1%
152.15	2	< 0.1%

Elevation [m]
Real number (ℝ)

Distinct	123886
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	530.79541

Minimum	437
Maximum	664.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	437
5-th percentile	475.45
Q1	488.235
median	530.71
Q3	565.54
95-th percentile	596.315
Maximum	664.99
Range	227.99
Interquartile range (IQR)	77.305

Descriptive statistics

Standard deviation	42.205499
Coefficient of variation (CV)	0.079513685
Kurtosis	-0.53959806
Mean	530.79541
Median Absolute Deviation (MAD)	38.02
Skewness	0.33080697
Sum	5.5604588 × 10⁸
Variance	1781.3042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
513	8257	0.8%
572	8178	0.8%
574	7896	0.8%
576	7837	0.7%
575	7543	0.7%
475	7414	0.7%
484	6854	0.7%
479	6817	0.7%
654	6675	0.6%
573	6519	0.6%
Other values (123876)	973581	92.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
437	258	< 0.1%
437.01	1	< 0.1%
437.03	1	< 0.1%
437.06	1	< 0.1%
437.09	1	< 0.1%
437.12	1	< 0.1%
437.14	1	< 0.1%
437.17	1	< 0.1%
437.2	1	< 0.1%
437.22	1	< 0.1%

Value	Count	Frequency (%)
664.99	2	< 0.1%
664.97	1	< 0.1%
664.96	1	< 0.1%
664.95	1	< 0.1%
664.94	1	< 0.1%
664.93	1	< 0.1%
664.92	1	< 0.1%
664.9	1	< 0.1%
664.89	1	< 0.1%
664.88	1	< 0.1%

Throttle [%]
Real number (ℝ)

ZEROS

Distinct	69337
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.55716

Minimum	0
Maximum	135.25
Zeros	201260
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12.4
median	33.55
Q3	43.18
95-th percentile	51.4
Maximum	135.25
Range	135.25
Interquartile range (IQR)	30.78

Descriptive statistics

Standard deviation	18.542905
Coefficient of variation (CV)	0.64932594
Kurtosis	-0.59975192
Mean	28.55716
Median Absolute Deviation (MAD)	12.2
Skewness	-0.23339424
Sum	29915652
Variance	343.83931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	201260	19.2%
42.1	3484	0.3%
42.85	3418	0.3%
42.4	3315	0.3%
43.5	3289	0.3%
45.5	3274	0.3%
44.75	3271	0.3%
42.25	3165	0.3%
41.65	3106	0.3%
45.95	3035	0.3%
Other values (69327)	816954	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	201260	19.2%
0.00017	1	< 0.1%
0.00032	1	< 0.1%
0.00043	1	< 0.1%
0.00103	1	< 0.1%
0.0026	1	< 0.1%
0.00266	1	< 0.1%
0.00342	1	< 0.1%
0.00473	1	< 0.1%
0.00663	1	< 0.1%

Value	Count	Frequency (%)
135.25	1	< 0.1%
135.17	1	< 0.1%
135.1	1	< 0.1%
135.03	1	< 0.1%
134.96	1	< 0.1%
134.88	1	< 0.1%
134.81	1	< 0.1%
134.74	1	< 0.1%
134.67	1	< 0.1%
134.6	1	< 0.1%

Motor Torque [Nm]
Real number (ℝ)

ZEROS

Distinct	107803
Distinct (%)	10.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.955241

Minimum	-87.9
Maximum	249.5
Zeros	135660
Zeros (%)	12.9%
Negative	246154
Negative (%)	23.5%
Memory size	16.0 MiB

Quantile statistics

Minimum	-87.9
5-th percentile	-46.91
Q1	0
median	6.86
Q3	22.92
95-th percentile	75.35
Maximum	249.5
Range	337.4
Interquartile range (IQR)	22.92

Descriptive statistics

Standard deviation	35.088659
Coefficient of variation (CV)	3.2029108
Kurtosis	3.7305683
Mean	10.955241
Median Absolute Deviation (MAD)	11.64
Skewness	0.80019091
Sum	11476393
Variance	1231.214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	135660	12.9%
4.5	7131	0.7%
1.5	6906	0.7%
6	6404	0.6%
5.5	6256	0.6%
8.5	6168	0.6%
4	5834	0.6%
2	5453	0.5%
2.5	5306	0.5%
3.5	5294	0.5%
Other values (107793)	857159	81.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-87.9	1	< 0.1%
-87.5	4	< 0.1%
-87.47	1	< 0.1%
-87.45	1	< 0.1%
-87.43	1	< 0.1%
-87.41	1	< 0.1%
-87.39	1	< 0.1%
-87.38	1	< 0.1%
-87.34	1	< 0.1%
-87.3	1	< 0.1%

Value	Count	Frequency (%)
249.5	1	< 0.1%
249.25	1	< 0.1%
249	7	< 0.1%
248.84	1	< 0.1%
248.75	4	< 0.1%
248.72	1	< 0.1%
248.66	1	< 0.1%
248.5	7	< 0.1%
248.34	1	< 0.1%
248.28	1	< 0.1%

Longitudinal Acceleration [m/s^2]
Real number (ℝ)

ZEROS

Distinct	91557
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-7.3290765 × 10^-5

Minimum	-9.03
Maximum	4.46
Zeros	11675
Zeros (%)	1.1%
Negative	548069
Negative (%)	52.3%
Memory size	16.0 MiB

Quantile statistics

Minimum	-9.03
5-th percentile	-1.08
Q1	-0.24
median	-0.02
Q3	0.21
95-th percentile	1.12108
Maximum	4.46
Range	13.49
Interquartile range (IQR)	0.45

Descriptive statistics

Standard deviation	0.63675256
Coefficient of variation (CV)	-8688.0326
Kurtosis	4.1999624
Mean	-7.3290765 × 10^-5
Median Absolute Deviation (MAD)	0.23
Skewness	0.37829565
Sum	-76.77728
Variance	0.40545382
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.03	21184	2.0%
-0.04	16601	1.6%
-0.05	14166	1.4%
-0.02	13954	1.3%
-0.01	13725	1.3%
0.03	12947	1.2%
0.05	12909	1.2%
0.01	12523	1.2%
0.04	12510	1.2%
0.07	12362	1.2%
Other values (91547)	904690	86.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9.03	1	< 0.1%
-8.96	1	< 0.1%
-7.84	1	< 0.1%
-7.17	1	< 0.1%
-7.12	1	< 0.1%
-6.21	1	< 0.1%
-6.08	1	< 0.1%
-6.05	1	< 0.1%
-6	2	< 0.1%
-5.99	2	< 0.1%

Value	Count	Frequency (%)
4.46	1	< 0.1%
4.38	1	< 0.1%
4.37	2	< 0.1%
4.34914	1	< 0.1%
4.34	3	< 0.1%
4.28482	1	< 0.1%
4.28	1	< 0.1%
4.27	1	< 0.1%
4.24	2	< 0.1%
4.23753	1	< 0.1%

Regenerative Braking Signal
Real number (ℝ)

ZEROS

Distinct	254
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.053316542

Minimum	0
Maximum	1
Zeros	991325
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.22437116
Coefficient of variation (CV)	4.2082842
Kurtosis	13.822992
Mean	0.053316542
Median Absolute Deviation (MAD)	0
Skewness	3.9764867
Sum	55852.863
Variance	0.050342418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	991325	94.6%
1	55458	5.3%
0.18	12	< 0.1%
0.6	12	< 0.1%
0.47	11	< 0.1%
0.57	11	< 0.1%
0.17	11	< 0.1%
0.74	11	< 0.1%
0.58	11	< 0.1%
0.78	10	< 0.1%
Other values (244)	699	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	991325	94.6%
0.001	1	< 0.1%
0.01	3	< 0.1%
0.01599	1	< 0.1%
0.01852	1	< 0.1%
0.02	2	< 0.1%
0.03	4	< 0.1%
0.03488	1	< 0.1%
0.03798	1	< 0.1%
0.04	4	< 0.1%

Value	Count	Frequency (%)
1	55458	5.3%
0.9995	1	< 0.1%
0.9945	1	< 0.1%
0.99	6	< 0.1%
0.98498	1	< 0.1%
0.98	7	< 0.1%
0.97802	1	< 0.1%
0.97	4	< 0.1%
0.96753	1	< 0.1%
0.96298	1	< 0.1%

Battery Voltage [V]
Real number (ℝ)

Distinct	104691
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	376.38779

Minimum	301.8
Maximum	394.75852
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	301.8
5-th percentile	353.74
Q1	369.41
median	379.5
Q3	385.2
95-th percentile	390.4
Maximum	394.75852
Range	92.95852
Interquartile range (IQR)	15.79

Descriptive statistics

Standard deviation	11.755479
Coefficient of variation (CV)	0.031232359
Kurtosis	1.5655255
Mean	376.38779
Median Absolute Deviation (MAD)	7.18453
Skewness	-1.1590538
Sum	3.9429294 × 10⁸
Variance	138.19128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
387.2	3889	0.4%
386.9	3425	0.3%
387.1	3291	0.3%
390.9	2908	0.3%
381.4	2777	0.3%
388.8	2675	0.3%
381.2	2636	0.3%
388.2	2564	0.2%
387	2482	0.2%
381.3	2374	0.2%
Other values (104681)	1018550	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
301.8	2	< 0.1%
301.82	1	< 0.1%
301.87	2	< 0.1%
301.93	1	< 0.1%
301.97	1	< 0.1%
302.03	1	< 0.1%
302.07	1	< 0.1%
302.17	1	< 0.1%
302.22	1	< 0.1%
302.23	1	< 0.1%

Value	Count	Frequency (%)
394.75852	1	< 0.1%
394.67	1	< 0.1%
394.66	1	< 0.1%
394.63686	1	< 0.1%
394.59	1	< 0.1%
394.57	1	< 0.1%
394.56	1	< 0.1%
394.55852	1	< 0.1%
394.55	1	< 0.1%
394.54	2	< 0.1%

Battery Current [A]
Real number (ℝ)

Distinct	163557
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-19.39671

Minimum	-404.38
Maximum	144.49
Zeros	113
Zeros (%)	< 0.1%
Negative	847109
Negative (%)	80.9%
Memory size	16.0 MiB

Quantile statistics

Minimum	-404.38
5-th percentile	-90.51
Q1	-32.03
median	-11.86
Q3	-2.09
95-th percentile	33.19
Maximum	144.49
Range	548.87
Interquartile range (IQR)	29.94

Descriptive statistics

Standard deviation	42.275088
Coefficient of variation (CV)	-2.1794979
Kurtosis	10.439287
Mean	-19.39671
Median Absolute Deviation (MAD)	12.6
Skewness	-1.8216524
Sum	-20319431
Variance	1787.1831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.9	2439	0.2%
-0.6	2365	0.2%
-0.7	2091	0.2%
-1.4	1857	0.2%
-1	1855	0.2%
-2.2	1692	0.2%
-2.3	1553	0.1%
-0.8	1509	0.1%
-2.4	1409	0.1%
-1.9	1303	0.1%
Other values (163547)	1029498	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-404.38	1	< 0.1%
-402.56	1	< 0.1%
-402.28	1	< 0.1%
-402.2	1	< 0.1%
-402.06	1	< 0.1%
-401.65	1	< 0.1%
-401.54	1	< 0.1%
-401.38	1	< 0.1%
-401.34698	1	< 0.1%
-400.6	1	< 0.1%

Value	Count	Frequency (%)
144.49	1	< 0.1%
143.84	1	< 0.1%
143.53	1	< 0.1%
142.66	1	< 0.1%
142.04	2	< 0.1%
141.67	1	< 0.1%
141.34	1	< 0.1%
141.24	1	< 0.1%
140.87	1	< 0.1%
140.81	1	< 0.1%

Battery Temperature [°C]
Real number (ℝ)

Distinct	1231
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.716244

Minimum	0
Maximum	32
Zeros	3990
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	10
median	16
Q3	22
95-th percentile	27
Maximum	32
Range	32
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	7.3654955
Coefficient of variation (CV)	0.46865493
Kurtosis	-0.96191841
Mean	15.716244
Median Absolute Deviation (MAD)	6
Skewness	0.057737004
Sum	16463882
Variance	54.250524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22	92455	8.8%
19	78108	7.5%
20	66326	6.3%
13	55025	5.3%
10	54470	5.2%
12	53407	5.1%
8	50332	4.8%
6	49571	4.7%
9	48702	4.6%
26	47818	4.6%
Other values (1221)	451357	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3990	0.4%
0.02	1	< 0.1%
0.28	1	< 0.1%
0.54	1	< 0.1%
0.79	1	< 0.1%
1	4793	0.5%
1.05	1	< 0.1%
1.41	1	< 0.1%
1.77	1	< 0.1%
2	15532	1.5%

Value	Count	Frequency (%)
32	3761	0.4%
31.94	1	< 0.1%
31.92	1	< 0.1%
31.83	1	< 0.1%
31.72	1	< 0.1%
31.6	1	< 0.1%
31.57	1	< 0.1%
31.49	1	< 0.1%
31.38	1	< 0.1%
31.26	1	< 0.1%

SoC [%]
Real number (ℝ)

Distinct	9110
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.267215

Minimum	0
Maximum	88.5
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	34.8
Q1	57.3
median	68.5
Q3	76.6
95-th percentile	84.7
Maximum	88.5
Range	88.5
Interquartile range (IQR)	19.3

Descriptive statistics

Standard deviation	15.166857
Coefficient of variation (CV)	0.23238095
Kurtosis	0.20510358
Mean	65.267215
Median Absolute Deviation (MAD)	9.1
Skewness	-0.86191156
Sum	68372041
Variance	230.03356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.9	5591	0.5%
71	5079	0.5%
72.1	4811	0.5%
71.3	4743	0.5%
71.1	4578	0.4%
65	4530	0.4%
70.9	4427	0.4%
72	4414	0.4%
70	4344	0.4%
64.2	4318	0.4%
Other values (9100)	1000736	95.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
15.4	533	0.1%
15.42	1	< 0.1%
15.43	2	< 0.1%
15.47	1	< 0.1%
15.48	2	< 0.1%
15.5	258	< 0.1%
15.53	1	< 0.1%
15.58	1	< 0.1%
15.6	86	< 0.1%

Value	Count	Frequency (%)
88.5	283	< 0.1%
88.46	1	< 0.1%
88.41	1	< 0.1%
88.4	42	< 0.1%
88.36	1	< 0.1%
88.31	1	< 0.1%
88.3	64	< 0.1%
88.26	1	< 0.1%
88.21	1	< 0.1%
88.2	88	< 0.1%

Heating Power CAN [kW]
Real number (ℝ)

ZEROS

Distinct	11830
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2447261

Minimum	0
Maximum	40.04
Zeros	388157
Zeros (%)	37.1%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.96
Q3	1.48
95-th percentile	5.32
Maximum	40.04
Range	40.04
Interquartile range (IQR)	1.48

Descriptive statistics

Standard deviation	1.7900689
Coefficient of variation (CV)	1.4381228
Kurtosis	80.464564
Mean	1.2447261
Median Absolute Deviation (MAD)	0.96
Skewness	5.6619189
Sum	1303938.9
Variance	3.2043467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	388157	37.1%
5.32	32003	3.1%
1.52	25249	2.4%
1	22778	2.2%
1.04	21245	2.0%
1.08	21174	2.0%
1.12	19177	1.8%
0.96	19089	1.8%
0.8	19023	1.8%
1.48	18578	1.8%
Other values (11820)	461098	44.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	388157	37.1%
0.00362	1	< 0.1%
0.00396	1	< 0.1%
0.01	12	< 0.1%
0.01707	1	< 0.1%
0.02	8	< 0.1%
0.02856	1	< 0.1%
0.03	13	< 0.1%
0.03997	1	< 0.1%
0.04	73	< 0.1%

Value	Count	Frequency (%)
40.04	1	< 0.1%
40.02	1	< 0.1%
40	1	< 0.1%
39.98	1	< 0.1%
39.96	1	< 0.1%
39.94	1	< 0.1%
39.92	1	< 0.1%
39.9	1	< 0.1%
39.88	1	< 0.1%
39.86	1	< 0.1%

Requested Heating Power [W]
Real number (ℝ)

ZEROS

Distinct	70490
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1189.3011

Minimum	0
Maximum	38527.75
Zeros	377526
Zeros (%)	36.0%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	880
Q3	1440
95-th percentile	5560
Maximum	38527.75
Range	38527.75
Interquartile range (IQR)	1440

Descriptive statistics

Standard deviation	1816.0593
Coefficient of variation (CV)	1.5269971
Kurtosis	66.881987
Mean	1189.3011
Median Absolute Deviation (MAD)	880
Skewness	5.2944381
Sum	1.2458773 × 10⁹
Variance	3298071.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	377526	36.0%
85	52279	5.0%
1000	27591	2.6%
880	27095	2.6%
1280	26724	2.6%
7000	22059	2.1%
1200	21438	2.0%
920	18135	1.7%
1080	16785	1.6%
1240	16543	1.6%
Other values (70480)	441396	42.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	377526	36.0%
0.11	1	< 0.1%
0.27	1	< 0.1%
0.43	1	< 0.1%
0.59	1	< 0.1%
0.656	1	< 0.1%
0.74	1	< 0.1%
0.75	1	< 0.1%
0.91	1	< 0.1%
1.06	1	< 0.1%

Value	Count	Frequency (%)
38527.75	1	< 0.1%
38508.42	1	< 0.1%
38489.09	1	< 0.1%
38469.76	1	< 0.1%
38450.43	1	< 0.1%
38431.1	1	< 0.1%
38411.77	1	< 0.1%
38392.44	1	< 0.1%
38373.11	1	< 0.1%
38353.78	1	< 0.1%

AirCon Power [kW]
Real number (ℝ)

ZEROS

Distinct	10914
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17238651

Minimum	-0.17
Maximum	3.32
Zeros	726000
Zeros (%)	69.3%
Negative	1461
Negative (%)	0.1%
Memory size	16.0 MiB

Quantile statistics

Minimum	-0.17
5-th percentile	0
Q1	0
median	0
Q3	0.21
95-th percentile	0.8
Maximum	3.32
Range	3.49
Interquartile range (IQR)	0.21

Descriptive statistics

Standard deviation	0.3740781
Coefficient of variation (CV)	2.1699964
Kurtosis	13.51904
Mean	0.17238651
Median Absolute Deviation (MAD)	0
Skewness	3.3231224
Sum	180587.1
Variance	0.13993442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	726000	69.3%
0.2	20110	1.9%
0.4	19368	1.8%
0.24	16780	1.6%
0.36	16449	1.6%
0.32	15924	1.5%
0.44	15340	1.5%
0.16	13993	1.3%
0.64	13877	1.3%
0.28	13200	1.3%
Other values (10904)	176530	16.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.17	17	< 0.1%
-0.16	90	< 0.1%
-0.15	90	< 0.1%
-0.14	91	< 0.1%
-0.13	90	< 0.1%
-0.12	90	< 0.1%
-0.11	90	< 0.1%
-0.1	91	< 0.1%
-0.09	90	< 0.1%
-0.08	90	< 0.1%

Value	Count	Frequency (%)
3.32	8	< 0.1%
3.28	10	< 0.1%
3.27	2	< 0.1%
3.26	3	< 0.1%
3.25	2	< 0.1%
3.24	66	< 0.1%
3.23	3	< 0.1%
3.22	1	< 0.1%
3.21	3	< 0.1%
3.2	121	< 0.1%

Heater Signal
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.0 MiB

1	964929
0	82642

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1047571
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	964929	92.1%
0	82642	7.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	964929	92.1%
0	82642	7.9%

Most occurring characters

Value	Count	Frequency (%)
1	964929	92.1%
0	82642	7.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1047571	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	964929	92.1%
0	82642	7.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	1047571	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	964929	92.1%
0	82642	7.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1047571	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	964929	92.1%
0	82642	7.9%

Ambient Temperature [°C]
Real number (ℝ)

Distinct	8245
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.441513

Minimum	-3.5
Maximum	33.5
Zeros	957
Zeros (%)	0.1%
Negative	14172
Negative (%)	1.4%
Memory size	16.0 MiB

Quantile statistics

Minimum	-3.5
5-th percentile	2.5
Q1	5
median	10
Q3	22
95-th percentile	30.5
Maximum	33.5
Range	37
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	9.6176977
Coefficient of variation (CV)	0.71552197
Kurtosis	-1.1996457
Mean	13.441513
Median Absolute Deviation (MAD)	7
Skewness	0.39637118
Sum	14080939
Variance	92.500108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	47639	4.5%
2.5	44484	4.2%
5.5	43742	4.2%
3.5	42741	4.1%
5	40912	3.9%
6	38826	3.7%
9.5	35033	3.3%
4	32429	3.1%
10	31246	3.0%
4.5	26369	2.5%
Other values (8235)	664150	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.5	8620	0.8%
-3.49	9	< 0.1%
-3.48	3	< 0.1%
-3.47	2	< 0.1%
-3.46	7	< 0.1%
-3.45	4	< 0.1%
-3.44	9	< 0.1%
-3.43	3	< 0.1%
-3.42	2	< 0.1%
-3.41	7	< 0.1%

Value	Count	Frequency (%)
33.5	1437	0.1%
33.49	1	< 0.1%
33.48	2	< 0.1%
33.47	1	< 0.1%
33.46	1	< 0.1%
33.45	4	< 0.1%
33.44	1	< 0.1%
33.43	2	< 0.1%
33.42	1	< 0.1%
33.41	1	< 0.1%

Heat Exchanger Temperature [°C]
Real number (ℝ)

Distinct	14537
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.033455

Minimum	5
Maximum	65.05
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	5
5-th percentile	5
Q1	12
median	35.5
Q3	41.5
95-th percentile	53.5
Maximum	65.05
Range	60.05
Interquartile range (IQR)	29.5

Descriptive statistics

Standard deviation	16.091642
Coefficient of variation (CV)	0.55424483
Kurtosis	-1.360366
Mean	29.033455
Median Absolute Deviation (MAD)	12
Skewness	-0.14419911
Sum	30414606
Variance	258.94096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	96523	9.2%
40	35832	3.4%
40.5	27949	2.7%
41.5	26323	2.5%
42.5	25142	2.4%
41	23264	2.2%
37	23147	2.2%
39.5	22078	2.1%
43	20137	1.9%
43.5	18483	1.8%
Other values (14527)	728693	69.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	96523	9.2%
5.01	11	< 0.1%
5.02	5	< 0.1%
5.03	3	< 0.1%
5.04	12	< 0.1%
5.05	2	< 0.1%
5.06	11	< 0.1%
5.07	5	< 0.1%
5.08	3	< 0.1%
5.09	12	< 0.1%

Value	Count	Frequency (%)
65.05	1	< 0.1%
65.03	1	< 0.1%
65	1	< 0.1%
64.97	1	< 0.1%
64.94	1	< 0.1%
64.92	1	< 0.1%
64.89	1	< 0.1%
64.86	1	< 0.1%
64.83	1	< 0.1%
64.81	1	< 0.1%

Cabin Temperature Sensor [°C]
Real number (ℝ)

Distinct	13809
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.038211

Minimum	10
Maximum	39.8413
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	16.0 MiB

Quantile statistics

Minimum	10
5-th percentile	13.34
Q1	22.84
median	24.17
Q3	25.84
95-th percentile	32.17
Maximum	39.8413
Range	29.8413
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.8814786
Coefficient of variation (CV)	0.20307163
Kurtosis	2.4531775
Mean	24.038211
Median Absolute Deviation (MAD)	1.5018
Skewness	-0.38869919
Sum	25181732
Variance	23.828833
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.67	35093	3.3%
23.5	33527	3.2%
23.34	31890	3.0%
24	31869	3.0%
10	28916	2.8%
23.84	28761	2.7%
23.17	25566	2.4%
24.17	25325	2.4%
24.84	23311	2.2%
25.34	22123	2.1%
Other values (13799)	761190	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	28916	2.8%
10.01	14	< 0.1%
10.02	14	< 0.1%
10.03	11	< 0.1%
10.04	12	< 0.1%
10.05	9	< 0.1%
10.06	14	< 0.1%
10.07	14	< 0.1%
10.08	11	< 0.1%
10.09	12	< 0.1%

Value	Count	Frequency (%)
39.8413	506	< 0.1%
39.84	8105	0.8%
39.83	2	< 0.1%
39.82846	1	< 0.1%
39.82	3	< 0.1%
39.81179	1	< 0.1%
39.81	1	< 0.1%
39.8	3	< 0.1%
39.79512	1	< 0.1%
39.79	3	< 0.1%

meas
Text

Distinct	69
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	16.0 MiB

Length

Max length	11
Median length	11
Mean length	11
Min length	11

Characters and Unicode

Total characters	11523281
Distinct characters	20
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TripA01.csv
2nd row	TripA01.csv
3rd row	TripA01.csv
4th row	TripA01.csv
5th row	TripA01.csv

Value	Count	Frequency (%)
tripb14.csv	38220	3.6%
tripb09.csv	35561	3.4%
tripb01.csv	32518	3.1%
tripb12.csv	32255	3.1%
tripa06.csv	31645	3.0%
tripb04.csv	29550	2.8%
tripb08.csv	29139	2.8%
tripb36.csv	28521	2.7%
tripa08.csv	28059	2.7%
tripa15.csv	22348	2.1%
Other values (59)	739755	70.6%

Most occurring characters

Value	Count	Frequency (%)
T	1047571	9.1%
.	1047571	9.1%
r	1047571	9.1%
s	1047571	9.1%
c	1047571	9.1%
v	1047571	9.1%
p	1047571	9.1%
i	1047571	9.1%
B	579870	5.0%
A	467701	4.1%
Other values (10)	2095142	18.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	6285426	54.5%
Uppercase Letter	2095142	18.2%
Decimal Number	2095142	18.2%
Other Punctuation	1047571	9.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	437622	20.9%
1	423035	20.2%
2	391686	18.7%
3	195656	9.3%
6	132209	6.3%
7	110821	5.3%
8	106575	5.1%
9	104766	5.0%
4	96871	4.6%
5	95901	4.6%

Lowercase Letter

Value	Count	Frequency (%)
r	1047571	16.7%
s	1047571	16.7%
c	1047571	16.7%
v	1047571	16.7%
p	1047571	16.7%
i	1047571	16.7%

Uppercase Letter

Value	Count	Frequency (%)
T	1047571	50.0%
B	579870	27.7%
A	467701	22.3%

Other Punctuation

Value	Count	Frequency (%)
.	1047571	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8380568	72.7%
Common	3142713	27.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	1047571	33.3%
0	437622	13.9%
1	423035	13.5%
2	391686	12.5%
3	195656	6.2%
6	132209	4.2%
7	110821	3.5%
8	106575	3.4%
9	104766	3.3%
4	96871	3.1%

Latin

Value	Count	Frequency (%)
T	1047571	12.5%
r	1047571	12.5%
s	1047571	12.5%
c	1047571	12.5%
v	1047571	12.5%
p	1047571	12.5%
i	1047571	12.5%
B	579870	6.9%
A	467701	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11523281	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
T	1047571	9.1%
.	1047571	9.1%
r	1047571	9.1%
s	1047571	9.1%
c	1047571	9.1%
v	1047571	9.1%
p	1047571	9.1%
i	1047571	9.1%
B	579870	5.0%
A	467701	4.1%
Other values (10)	2095142	18.2%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Time [s]	Elevation [m]	Motor Torque [Nm]	Longitudinal Acceleration [m/s^2]	Battery Voltage [V]	Battery Current [A]	Battery Temperature [°C]	SoC [%]	Requested Heating Power [W]	AirCon Power [kW]	Heater Signal	Ambient Temperature [°C]	Heat Exchanger Temperature [°C]	Cabin Temperature Sensor [°C]	meas
0	0.0	574.0	0.00	-0.03	391.4	-2.20	21.0	86.9	85.0	0.4	1	25.5	30.50	24.5	TripA01.csv
1	0.1	574.0	0.00	0.00	391.4	-2.21	21.0	86.9	85.0	0.4	1	25.5	30.50	24.5	TripA01.csv
2	0.2	574.0	0.00	-0.01	391.4	-2.26	21.0	86.9	85.0	0.4	1	25.5	30.50	24.5	TripA01.csv
3	0.3	574.0	0.00	-0.03	391.4	-2.30	21.0	86.9	85.0	0.4	1	25.5	30.50	24.5	TripA01.csv
4	0.4	574.0	0.00	-0.03	391.4	-2.30	21.0	86.9	85.0	0.4	1	25.5	30.50	24.5	TripA01.csv
5	0.5	574.0	0.00	-0.01	391.4	-2.30	21.0	86.9	85.0	0.4	1	25.5	30.50	24.5	TripA01.csv
6	0.6	574.0	0.00	-0.01	391.4	-2.30	21.0	86.9	85.0	0.4	1	25.5	30.45	24.5	TripA01.csv
7	0.7	574.0	0.00	-0.03	391.4	-2.31	21.0	86.9	85.0	0.4	1	25.5	30.40	24.5	TripA01.csv
8	0.8	574.0	0.38	-0.01	391.4	-2.36	21.0	86.9	85.0	0.4	1	25.5	30.35	24.5	TripA01.csv
9	0.9	574.0	0.12	-0.01	391.4	-2.37	21.0	86.9	85.0	0.4	1	25.5	30.30	24.5	TripA01.csv

	Time [s]	Elevation [m]	Longitudinal Acceleration [m/s^2]	Battery Voltage [V]	Battery Current [A]	Battery Temperature [°C]	SoC [%]	Heating Power CAN [kW]	Requested Heating Power [W]	Heater Signal	Ambient Temperature [°C]	Heat Exchanger Temperature [°C]	Cabin Temperature Sensor [°C]	meas
14162	1416.2	574.0	0.12	380.59	-6.68	10.0	68.0	2.36	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14163	1416.3	574.0	0.11	380.56	-6.14	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14164	1416.4	574.0	0.14	380.51	-5.29	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14165	1416.5	574.0	0.11	380.54	-5.53	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14166	1416.6	574.0	0.12	380.59	-6.08	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14167	1416.7	574.0	0.12	380.56	-6.51	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14168	1416.8	574.0	0.13	380.51	-6.91	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14169	1416.9	574.0	0.12	380.50	-6.46	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14170	1417.0	574.0	0.11	380.50	-5.76	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv
14171	1417.1	574.0	0.11	380.50	-5.60	10.0	68.0	2.12	2080.0	1	-3.5	46.0	24.17	TripB37.csv

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample